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Book Overview & Buying
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Table Of Contents
Amazon SageMaker Best Practices
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In this section, you will learn about the basic terminology and capabilities of Amazon SageMaker Debugger. Using Debugger with your training jobs involves three high-level steps:
The preceding points are illustrated in the following diagram:
Figure 7.1 – Amazon SageMaker Debugger overview
As we dive into each one of these steps, we will introduce the necessary terminology.
The first step is to configure training jobs to use Amazon SageMaker Debugger. By now, you are familiar with using the Estimator object from SageMaker SDK to launch training jobs. To use Amazon SageMaker Debugger, you must enhance Estimator with three additional configuration parameters: DebuggerHookConfig, Rules, and ProfilerConfig.
With...